高鹏至-小米在AI Agent上的思考和探索

全球机器学习技术大会主办方合作伙伴异步社区wwwwnuhitwww.epuDl.Co清華大学出版社TSINGHUAUNIVERSITYPRESS清華大学出版社TSINGHUAUNIVERSITYPRESSCHINAMACHINEPRESS2025技术会议一技术人的思想盛宴2025技术会议一技术人的思想盛宴全球机器学习04月18-19日上海10月17-18日北京全球产品经理大会6月6-7日北京Summit全球软件研发8月15-16日上海全球全球C++及系统软件技术大会12月12-13日北京SoftwareSummitAIGC怏空2024长沙中国12024长沙中国1I111!!!2020-2024产品评测客户案例活动整理专题权威出版大模型驱动软件开发智能化的四大误区《新程序员》聚集全球技术大师、行业技术先锋，从前沿技术到《中国开发者调查报告》中国样本丰富的开发者调查报告，目前已成为完整准确了解中国开发者市场的重要参考资料。CSDNCSDN扫码购买最新版程序员杂志Al扫码购买最新版程序员杂志MLML-Summit2024全球机器学习技术大会高鹏至小米大模型团队高级算法工程师负责多语言大模型及AlAgent的研发工作。博士毕业于伦斯勒理工学院，研究方向为自然语言处理和信号处理，曾在ACL、EMNLP、NAACL、ICASSP、IEEETransactionsonSignalProcessing演讲主题：小米在AIAgent上的思考和探索ML-SummitML-Summit2024全球机器学习技术大会小米在AIAgent上的思考和探索高鹏至2024年11月15日全球机器学习技术大会小米大模型团队小米科技战略的实践者全球机器学习技术大会深耕底层技术，长期持续投入，软硬深度融合，Al全面赋能全球机器学习技术大会深耕底层技术，长期持续投入12个技术领域，99个细分赛道，未来5年技术投入1000亿元人民币小米人工智能发展历程全球机器学习技术大会MACEMACEMAGE多媒体MACEMNLP图谱平台多媒体搜索推荐平台自动驾驶团队小米机器人实验室知识图谱机器学习大模型大模型团队视觉声学语音NLP知识图谱机器学习大模型AI视觉团队小米Al实验室MACEMAGE视觉声学语音NLP视觉机器学习视觉机器学习视觉机器学习MiNLPMACE2016.7NLP视觉全球机器学习技术大会小米大模型升级第二代：云边端结合模型矩阵赋能「人车家全生态」小米大模型团队小米技术2024年11月12日18:11北京MiLM2-0.3BMiLM2-0.7BMiLM2-0.7Bx8MiLM2-1.3BMiLM2-2.4B云边端结合赋能「人车家全生态」MiLM2-2B×8MiLM2-6BMiLM2-4BMiLM2-0.3BMiLM2-0.7BMiLM2-0.7Bx8MiLM2-1.3BMiLM2-2.4B云边端结合赋能「人车家全生态」MiLM2-2B×8MiLM2-6BMiLM2-4BMiLM2-13BMiLM2-30BMiLM2-XBMiLM2-13BMiLM2-30BMiLM2-XB手机端侧大模型部分场景效果媲美云端MLH-130MLH-13040.512023年8月小米首次发布小米自研大模型并跑通端侧全球机器学习技术大会全球机器学习技术大会●Amazon-owned●Anthropic●Apple●ChineseGoogle●Meta/Facebook●Microsoft●OpenAI●OtherPLATO-XLChatCBard*BingChat*PLATO-XLGPT-5*BlenderBot3EmieBotGPT-5*GPT-4*WuDao2.0Infection-2.5Llama3*GLaMEGemipro15Olympus*MinervaExaoneGopherExaonetFalcontPanGu-Alpha-175BillionBLOOMEmieBotWebGPTJurassic-1(WebGPTGPT-3GPT-3Claude2.1LaMDALaMDAFLANGalacticaIDEFICSG3POGPT-NeoXAlexaTMMM1MM1●GPT-2●MGIEGPT-J●●MGIEWeLMBERTT5Megatron-11BWeLMBERTTBCpre-2020202021TBCDavidMcCandless,TomEvans,PaulDavidMcCandless,TomEvans,PaulBartonsource:newsreports,LifeArchitect.ai*=parametersundisclosed//seethedata全球机器学习技术大会智能体(Agent全球机器学习技术大会父父Agent全球机器学习技术大会解决真实世界的问题通常是个试错的过程利用外部工具和知识可以扩展大语言模型的能力Agent工作流更适合解决复杂问题·任务拆解 小小Agent的广泛应用全球机器学习技术大会工作流自动化机器人全球机器学习技术大会全球机器学习技术大会手机依然是未来十年的个人计算中心智能家居场景拥有丰富的感知设备和复杂的场景 ·AgentAgentAgent能够理解用户需求能够处理复杂的任务能够处理复杂的任务能够提供个性化服务NNAgent在手机上的三种未来形态操作系统→OSAgent接口服务和内容APPAPPxiaomixiaomi全球机器学习技术大会工具学习全球机器学习技术大会全球机器学习技术大会QinzhuoWu,WeiLiu*,JianLuan,BinWang{wuqinzhuo,liuwei40,luanjian,wangbin11}@全球机器学习技术大会(HereAct2)theagentgotocabinet1,thencabinet2,3,(HereAct2)6:Gotocountertop3vase6:OnthevaseAct7:Takepeppershaker1fromcounObs7:Youpickupthepeppershaker1fromthecountertop3.Act9:Gotodrawer1Obs9:Drawer1isAct10:Opendrawer1方案可以简单的总结为Thought-Action-2.Action2.Action3.3.Observation若模型认为任务已经完成，模型可以跳出循环全球机器学习技术大会-search[query]:Googlesearchthequ-finish[answer]:returntheanswerThought:Thought:IneedtofindthecurrentmarketcapitalizationofApple,Nvidia,andMicrosofttounderstandhowmuchitAction:search["currentmarketcapitalizationofApple,Nvidia,andMicrosoft"]ObservationObservation:"Nvidia'smarketcapstoodat$1.832trillionasofabout10a.m.ETWednesday,whileAlphabet'swasat$1.814trillion,bringingNvidiabehindjustMicrosoft(MSFT)at$3.015trillionandApple(AAPL)at$2.836trillion."ThoughtThought:NowthatIhavethemarketcapforallcompanies,let'saddthemtogetherAction:search["1.832trillion+3.015trillion+2.836trillion"]ObservationObservation:7683000000000Thought:TheamountofmoneyneededinThought:Theamountofmoneyneededinadditiontothe$7trillionAction:finish["Youneedanadditional$683billiontobeabletobuy全球机器学习技术大会全球机器学习技术大会ThoughtThought:IneedtofindthecurrentmarketcapitalizationofApple,Nvidia,andMicrosofttounderstandhowmuchitwoAction:search["currentmarketcapitalizationofApple,Nvidia,andMicrosoft"]Observation:nothingfound!Thought:Thesearchdidnotgiveanyresults.Iwillneedtosearchforeachcompany'smarketcapitalizationindividually.Action:search["currentmarketcapitalizationofApple"]Observation:'price':1capiscalculatedbymultiplyingthesharepricebythenumberofoutstandingshares.Thus,IneedtofindthetotalnAction:search["totalnumberofApple'soutstandingshares"]observation)observation)全球机器学习技术大会全球机器学习技术大会Category→Tool→APICategory/Collection→SampledAPl1SampledAPI2yousuggest...RelevantAPIsAPI1,API2,API5..APIDescription:xxxToolAPITopQRCodeAPlsMGETServicesGETSearchByTitleGETGenresAPIName:SearchByTitleAPIDescription:Searchmoviesandseriesbytitle,…RequiredParameters:(1)title(string,titletosearchfor),(2)country(string,….)OptionalParameters:(1)show_type(string,Typeofshowstoincludeintheresults,either"movie","series",or"all".Defaultis"all"),(2)output_language(string,….)CodeSnippets:GET/v2/search/title?title=batman&country=us&show….ExampleResponse:type:"movie",title:"Batman",overview:"Japanese…Jobs16K+16K+个API和12K+个用ChatGPT生成的数据示例"query":"I'"query":"I'mplanningatrivianightandIneedavarietyofquestions.CanyouprovidemewithamusictriviaquestionfromtheMusicTriviaAPI?Also,fetchmearandomtriviaquestionfromtheTriviabyAPI-NinjasAPI.Thanks!","queryid":101,"relevantAPIs":[["MusicTrivia","/getgamelevel"],["TriviabyAPI-Ninjas","/v1/trivia"]],{"categoryname":"Media","toolname":"Music{"categoryname":"Gaming","toolname":"Trivia{"categoryname":"Social","toolname":"Chuck{"categoryname":"Social","toolname":"Chuck{"categoryname":"Social","toolname":"ChuckTrivia","apiname":"/Trivia","apiname":"/getgamelevel"},byAPI-Ninjas","apiname":"/v1/trivia"},Norris","apiname":"/jokes/categories"},Norris","apiname":"/jokes/random"},Norris","api_name":"/jokes/search"}]Table10:AninstructionexamplefromToolBenchdataset.全球机器学习技术大会rolecontentsystemSystemPrompt……userTriviabyAPI-NinjasAPI.Begin!assistant{"name":"getmathfactfornumbers","arguments":"{"number":"1729"}"}functionwaysasasumoftwopositivecubes,asRamanujanstatedonthespot','number':1729,'found':True,'type':'math'}"}assistant{"name":"getmathfactfornumbers","arguments":"{"number":"42"}"}functionapairofstandardsix-sideddice','number':42,'found':True,'type':'trivia'}"}assistant{"name":"getmathfactfornumbers","arguments":"{"number":"1492"}"}function{"error":"","response":"{'date':'October12','text':"ChristopherColumbus'expeditionmakeslandfallintheCaribbeanandlandsonGuanahani,buthebelieveshehasreachedtheEastIndies",'number':1492,'found':True,'type':'year'}"}assistant{"name":"v1triviafortriviabyapininjas","arguments":"{}"}functionOver90%OfOneOfTheEarth'sSemiPreciousStonesWhichOne",'answer':'Opal'}]"}assistant{"name":"Finish","arguments":"{"returntype":"giveanswer","finalanswer":"Herearesomeinterestingfacts:sumoftwopositivecubes,asRamanujanstatedonthespot.2.Thenumber42isthenumberofspotsonapairofstandardsix-sideddice.3.Intheyear1492,ChristopherColumbus'expeditionmadelandfallintheCaribbeanandlandedonGuanahani,buthebelievedhehadreachedtheEastIndies.Andhere'satriviaquestion:Category:GeographyQuestion:Australiaproducesover90%ofoneoftheEarth'ssemi-preciousstones.Whichone?Answer:Opal."}Table11:AsolutionexamplefromToolBenchdataset.ToolLLM:FacilitatingLargeLanguageModelstoMaster16000+Real-worldAPIs,ICLR2024.全球机器学习技术大会全球机器学习技术大会rrToolLLM:FacilitatingLargeLanguageModelstoMaster16000+Real-worldAPIs,ICLR2024.全球全球机器学习技术大会toolpoolRetrieverInstructionCandidateActionProvideRestartanswer(a)Tool-AugmentedLLMsFramework工具增强大模型通常由外部工具池、检索器和主模型组成。在每一轮中，大模型可以进行以下几项操作：思考与外部工具交互提出解决方案重新开始(可选)previousnodeFinish:RestartFinish:ProvideAnswer(b)Chain-basedandTree-base在真实场景中，用户通常不会使用带有API在真实场景中，用户通常不会使用带有API名称的指令，而是用更自然的语言来描述他们的意图。之前的工作关注大模型能否最终生成一个合理的答案，而忽略了它们的指令遵循能力。小工作动机全球机器学习技术大会1.I'mgoingtoDisneyhotel,anysuggestions?Monday,showmetheflightoptions.StatementCategory987OakStreet,Denver'usingtheGeocoder-UnitedStatesCensusBureauAPI.APIAPICategoryRound2:API:geocodingandgeolookupforanaddressETool:Geocoder-UnitedStatesCensusBureau00全球全球机器学习技术大会LevelDescriptionInstructionExampleStatementexternaltoolorinformationrequired.citycenter.PleaseassistmewithtoolsfromTravelandTransportationcategories.Theinstructionexplicitlyspecifiestherequiredtool.citycenter.UsingPricelinecomProviderandADSBxFlightSimTraffictohelpmewithhoteloptionsandtrafficdetails.APITheinstructioncontainsspecificAPInamesorparameters.citycenter.UsingSearchhotellocationsbygleolocation,Hoteldetails,andLiveTraffic,helpmefindasuitablehotelandtrafficinformation.Theinstructioncontainsacombinationofdifferentgranularitylevels,suchasspecifyingtoolnames,APInames,andparameters.thecitycenter.Canyousearchforhotellocationsbasedonthecoordinates41.3851°Nlatitudeand2.1734°Elongitude?Additionally,全球机器学习技术大会SolutionPath&TagListAction:search_hotels_locations_by_geolocation_for_priceline_comproviderActionInput:{"latitude":41.3851,"longitude":2.1734}Observation:...Round2:Action:hotel_details_forpriceline_com_providerActionInput:{"hotel_id":1105156}Actionlivetraffic_for_adsbx_flight_sim_trafficActionInput:{"lat":41.3851,"lon":2.1734}Answer:..MGToolBenchMGToolBenchmulti-leveltasks75,8881.search_hotels_locations_by_geolocation_forpriceline_com_provider2.hotel_details_forpriceline_com_provider3.livetraffic_for_adsbx_flight_sim_trafficCategory:Travel,Transportation.Tool:PricelinecomProvider,ADSBxFlightAPI:Searchhotellocationsbygeolocation,Hoteldetails,LiveTraffic全球机器学习技术大会Youarearesearchassistant.Pleasegenerateacoarse-grainedtoolusageinstructionbasedondetaileduserinstructionsforatoolusagetask.Youshouldnotprovideadetailedtaskdescriptionandneedtoincludetheapinameinthesimplifiedinstruction.Examplel:System:I'mplanningasurprisepartyformybestfriend'sbirthday.Tool:TheCocktailDB,Weather,FreeNBA.Answer:I'mplanningasurprisepartyformybestfriend'sbirthday.UsingTheCocktailDB,WeatherandFreeNBAtofindmesomecocktialrecipe,weatherforecastandbasketballinformation.Example2:System:I'morganizingacharityeventformycompanyandweneedsomeassistance.Tool:MicrosoftTranslatorText,MyMemory-TranslationMemory.Answer:I'morganizingacharityeventformycompanyandweneedsomeassistance.Usingthesetwotools,MicrosoftTranslatorText,MyMemory-TranslationMemory,andgivemesomeideas.Now,Pleasemakethesimplifiedanswerofbelowrequests.System:{request}Answer:Table16:Thepromptfortool-levelinstructiongeneration.小小rMulti-GranularityUserInstructionI'morganizingaschooltriptoBarcelonaandneedtofindahotelnearthecitycenter.UsingPricelinecomwithhoteloptionsandtrafficdetails.Category:Travel,Transportation.Tool:PricelinecomProvider,ADSBxFlightAPI:Al,A2,A3,B1,B2,B3A1B1B2Answer全球机器学习技术大会Multi-GranularityUserInstructionStage1:SupervisedFinetunMultipleRoundsofRFeedbackFunctionFunctionAlA3(R(S4)>R(S3)R(S4)>R(S2)R(S4)>R(S1)R(S3)>R(S2)R(S3)>R(S¹)NotPassNotPassPassNotMatchMatchMatchPairwiseResponsesMultipleRoundsofReasoningStage2:ReinforcementLearningModelwithTask小小rrYouareYouareahelpfulassistantandgoodplanner.YourjobistofindwhichAPIsassistantcanusebygiventheseedtaskandtools.FirstIwillgiveyoutheauserrequestanditscorrespondingtoolsastheseedtask,andyourjobstart.Herearesomeexamplesofhumanrequestandcorrespondingtools:System:I'mplanningasurprisebirthdaypartyformybestfriendandIwanttocreateaspecialcocktailmenu.Canyouprovidemewithalistofcocktailrecipes,includingtheirnames,images,anddetailedrecipes?Additionally,fetchsomerelevantimagesofcocktailstodesignpersonalizedpartyinvitations.Tag:Thought:Cate_Tag:Food,Food,Data.Tool_Tag:the_cocktail_db,the_cocktail_db,web_search.API_Tag:list_of_cocktails,detailed_cocktail_recipe_by_id,imagesearch.System:IamplanningafamilyvacationtoNewYorkandneedtobookround-tripfightsandarentalcar.Usingsearch_round_trip,search_results_request,andlivetrafficAPIs,helpmefindsuitableflightsandarentalcar.Tag:Thought:Cate_Tag:Travel,Travel,Transportation.Tool_Tag:priceline_com_provider,priceline_com_provider,adsbx_flight_sim_traffic.API_Tag:search_round_trip,search_results_request,livetraffic.Now,PleasemaketheAPIusingplanofbelowrequestsandtools.System:{request}Multi-GranularityUserInstructionI'morganizingaschooltriptoBarcelonaandneedtofindahotelnearthecitycenter.UsingPricelinecomProviderandADSBxFlightSimTraffictohelpmewithhoteloptionsandtrafficdetails.Category:Travel,Transportation.Tool:PricelinecomProvider,ADSBxFlightSimTrafficAPI:Al,A2,A3,B1,B2,B3A1B1B2Answer小小rrAssumethatyouplayaroleAssumethatyouplayaroleoftoolusingplanner,Iwouldgiveyouauserrequestanditscorrespondingtaglist,andyoushouldhelpmetoplanthetoolusingsolutionpath.Herearesomeexamplesofhumanrequestandcorrespondingtoolusingsolutionpath:System:I'mplanningafun-filledweekendwithmyfamilyandIwanttostartitoffwithagoodlaugh.Usingsocialgrep,programming_memes_reddit,findmesomeentertainingcontent.Cate_Tag:Data,Data,Entertainment.Tool_Tag:socialgrep,socialgrep,programming_memes_reddit.API_Tag:post_search,comment_search,get_all_memes.Solution_Path:Thought:get_all_memes_for_programming_memes_reddit,post_search_for_socialgrep,comment_search_for_socialgrep,comment_search_for_socialgrep,Finish.Cate_Tag:Education,Sports,Social.Tool_Tag:numbers,free_nba,chuck_norris.API_Tag:get_random_fact,get_all_stats,jokes_search.Solution_Path:Thought:get_random_fact_for_numbers,get_all_stats_for_free_nba,get_random_fact_for_numbers,jokes_search_for_chuck_norris,Finish.Now,Pleasemakethetoolusingplanofbelowrequests.System:{request}Solution_Path:Table19:Thepromptforthesolutionpathplanning.Multi-GranularityUserInstructionI'morganizingaschooltriptoBarcelonaandneedtofindahotelnearthecitycenter.UsingPricelinecomProviderandADSBxFlightSimTraffictohelpmewithhoteloptionsandtrafficdetails.Category:Travel,Transportation.Tool:PricelinecomProvider,ADSBxFlightSimTrafficAPI:Al,A2,A3,B1,B2,B3A1B1B2Answer小小rMulti-GranularityUMulti-GranularityUserInstructionI'morganizingaschooltriptoBarcelonaandneedtofindahotelnearthecitycenter.UsingPricelinecomProviderandADSBxFlightSimTraffictohelpmeTagExtractionCategory:Travel,Transportation.Tool:PricelinecomProvider,ADSBxFlightSimTraffic-API:A1,A2,A3,B1,B2,B3SolutionPathPlanningA1B1B2AnswerInteractwithtoolsCandidateThought,Action,ActionInputRestartProvideAnswerLLMMultipleMultipleRoundsof全球机器学习技术大会System:YouareAutoGPT,youcanusemanytools(functions)todothefollowingtask.FirstIwillgiveyouthetaskdescription,andyourtaskstart.Ateachstep,youneedtogiveyourthoughttoanalyzethestatusnowandwhattodonext,withaThought:Action:Afterthecall,youwillgetthecallresult,andyouarenowinanewstate.Thenyouwillanalyzeyourstatusnow,thendecidewhattodonext..Aftermany(Thought-call)pairs,youfinallyperformthetask,thenyoucangiveyourfinialanswer.Remember:1.thestatechangeisirreversible,youcan'tgobacktooneoftheformerstate,ifyouwanttorestartthetask,say"Igiveupandrestart".oftheconditionspertry.Let'sBegin!Taskdescription:Youshouldusefunctionstohelpinformationtoshowtotheuser,Ifyoucan'thfail(thefunctionisnotvalidnow),usefu2.DonotuseorigintoolnameYouhaveaccessofthefollowingtools:{toollist}User:{Input}Assistant:巾巾Tool-levelinstruction:I'morganizingafamilyreunioninOrlando.UsingA1,B2,B3-A1A2A3ADSBxFlightSimTrafficAnotherB1B2B3HotelsC1C2C3ToolFinishA1A1,B2全球机器学习技术大会 任务完成指令遵循解决方案是否遵循用户指令训练策略全球机器学习技术大会训练策略 days.Canyouprovidemewithadetailed5-dayCategoryTags:Data,Weather.ToolTags:Weather,AirQuality.APITags:5dayforecast,AirQualityForecast.5dayforecast→AirQualityForecast→FinishFinishqualityforecastforthehikinglocation:…5dayforecast→Weather→AirQualityForecast→FinishFranciscoisasfollows:...ToolPlanner5dayforecast→AirQualityForecast→AirQualityForecast→FinishlocationinSanFranciscoisasfollows:..follows:…Figure6:AcaseofgeneratedsolutionsbyGPT-4-Tree,ToolLlama-TreeandToolPlanner.全球机器学习技术大会 量"工具中的“天气"API 巾巾全球机器学习技术大会C478384GPT4-Chain8GPT4-Tree5945.689巾巾全球机器学习技术大会StateCateTagAPIHybridAvg.CCTAA89877ToolPlannerw/oTag&Path5全球机器学习技术大会全球机器学习技术大会●更强的推理和规划能力●从环境中学习的能力 全球机器学习技术大会全球机器学习技术大会全球机器学习技术大会全球机器学习全球机器学习技术大会巾巾全球机器学习技术大会0.67340.70920.69080.49490.86170.6287TagExtraction0.8486Table27:ComparetheperformanceofTagExtractionandRetrieveringeneratingcandidatelists.Weshowtheperformanceofgeneratingtagsatthecorrespondinggranularityforeachinstructionlevel.全球机器学习技术大会Youarearesearchassistant.Pleasegenerateacoarse-grainedtoolusageinstructionbasedondetaileduserinstructionsforatoolusagetask.YoushouldnotprovideadetailedtaskdescriptionandneedtoincludeExamplel:System:I'mplanningasurprisepartyformybestfriend'sbirthday.Category:Food,Weather,Sports.Answer:I'mplanningasurprisepartyformybestfriend'sbirthday.PleasehelpmefindsomeinformationwithtoolsfromFood,Weather,Sportscategories.System:I'morganizingacharityeventformycompanyandweneedsomeassistance.Category:Translation,Business.Answer:I'morganizingacharityeventformycompanyandweneedsomeassistance.UsingtoolsfromTranslationandBusinesscategory,andgivemesNow,Pleasemakethesimplifiedanswerofbelowrequests.Answer:Table15:Thepromptforcategory-levelinstructiongeneration.全球机器学习技术大会Youarearesearchassistant.Pleasegenerateacoarse-grainedtoolusageinstructionbasedondetinstructionsforatoolusagetask.YoushouldnotprovideadetaileSystem:I'mplanningasurprisepartyformybestfriend'sbirthday.Tool:TheCocktailDB,Weather,FreeNBA.Answer:I'mplanningasurprisepartyformybestfriend'sbirthday.UsingTheCocktailDB,WeatherandFreeNBAtofindmesomecocktialrecipe,weatherforecastandbasketballinformation.Example2:System:I'morganizingacharityeventformycompanyandweneedsomeassistance.Tool:MicrosoftTranslatorText,MyMemory-TranslationMemory.Answer:I'morganizingacharityeventformycompanyandweneedsomeassistance.Usingthesetwotools,MicrosoftTranslatorText,MyMemory-TranslationMemory,andgivemesomeideas.Now,Pleasemakethesimplifiedanswerofbelowrequests.Answer:Table16:Thepromptfortool-levelinstructiongeneration.全球机器学习技术大会Examplel:System:I'mplanningasurprisepartyformybestfriend'sbirthday.API:DetailedCocktailRecipebyID,16DayForecast,GetaSpecificGame.Answer:I'mplanningasurprisepartyformybestfriend'sbirthday.UsingDetailedCocktailRecipebyID,16DayForecast,GetaSpecificGametofindmesomecocktialrecipe,weatherforecastandbasketballinformation.Example2:System:I'morganizingacharityeventformycompanyandweneedsomeassistance.API:Languages,searchtranslations.Answer:I'morganizingacharityeventformycompanyandweneedsomeassistance.UsingthesetwoAPIs,Languages,searchtranslations,andgivemesomeideas.Now,Pleasemakethesimplifiedanswerofbelowrequests.System:{request}Answer:Table17:Thepromptforapi-levelinstructiongeneration.全球机器学习技术大会FirstIwillgiveyoutheauserrequestanditscorrespondingtoolsastheseedtask,andyourHerearesomeexamplesofhumanrequestanSystem:I'mplanningasurprisebirthdaypartyformybestfriendandIwanttocreateaspecialcocktailmenu.Canyouprovidemewithalistofcocktailrecipes,includingtheirnames,images,anddetailedrecipes?Additionally,fetchsomerelevantimagesofcocktailstodesignpersonalizedpartyinvitations.Tag:Thought:Cate_Tag:Food,Food,Data.Tool_Tag:the_cocktail_db,the_cocktail_db,web_search.API_Tag:list_of_cocktails,detailed_cocktail_recipe_by_id,imagesearch.System:IamplanningafamilyvacationtoNewYorkandneedtobookround-tripflightsandarentalcar.Usingsearch_round_trip,search_results_request,andlivetrafficAPIs,helpmefindsuitableflightsandarentalcar.Tag:Thought:Cate_Tag:Travel,Travel,Transportation.Tool_Tag:priceline_com_provider,priceline_com_provider,adsbx_flight_sim_traffic.API_Tag:search_round_trip,search_results_request,livetraffic.Now,PleasemaketheAPIusingplanofbelowrequestsandtools.Tag:Table18:Thepromptfortagextraction.全球机器学习技术大会Herearesomeexamplesofhumanrequestandcorrespondingtoolusingsolutionpath:Usingsocialgrep,programming_memes_reddit,findmesomeentertainiCate_Tag:Data,Data,Entertainment.Tool_Tag:socialgrep,socialgrep,programming_memes_reddit.API_Tag:post_search,comment_search,get_all_memes.Thought:get_all_memes_for_programming_memes_reddit,post_search_for_socialgrep,comment_search_for_socialgrep,comment_search_for_socialgrep,Finish.System:Pleasesuggestafunfactaboutarandomyearandarget_random_fact,get_all_stats,andjokes_seaCate_Tag:Education,Sports,Social.Tool_Tag:numbers,free_nba,chuck_norris.API_Tag:get_random_fact,get_all_stats,jokes_search.Thought:get_random_fact_for_numbers,get_all_stats_for_free_nba,get_random_fact_for